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Po-Ching Lin

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Open access 2026

LLM-Driven Alert Correlation and Lifecycle Prediction With Threat Intelligence for Attack Forensics

Security Operations Centers face overwhelming volumes of alerts from firewalls, intrusion detection systems, and other sources. These alerts often lack temporal and semantic coherence, hindering analysts from reconstructing full MITRE ATT&CK lifecycles or anticipating subsequent techniques. To address this, we propose...

Ying-Dar Lin, Chun-Yi Chang, Didik Sudyana et al. · 0 citations
Open access Aug 2026

Proximal Policy Optimization for Latency-Aware Service Function Chain Placement in Edge-Enabled Networks

This work proposes an enhanced Proximal Policy Optimization (PPO) framework for resource-aware and latency-sensitive SFC placement in edge-enabled networks, and demonstrates the applicability of the proposed framework in mission-critical and latency-sensitive service environments.

Nithin Melala Eshwarappa, Ching-Hsien Hsu, Hojjat Baghban et al. · 0 citations

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